DataFrame
NO COMPARISON TARGET
940
ROWS
0
DUPLICATES
1.9 MB
RAM
256
FEATURES
232
CATEGORICAL
24
NUMERICAL
0
TEXT
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
MSSubClass
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
15
(2%)
ZEROES:
---
MAX
190
95%
160
Q3
60
AVG
55
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
40.0
STD
41.6
VAR
1,730
KURT.
1.73
SKEW
1.46
SUM
51,820
2
LotFrontage
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
104
(11%)
ZEROES:
---
MAX
313
95%
108
Q3
80
AVG
71
MEDIAN
70
Q1
60
5%
35
MIN
21
RANGE
292
IQR
20.0
STD
24.5
VAR
598
KURT.
20.7
SKEW
2.45
SUM
66,464
3
LotArea
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
699
(74%)
ZEROES:
---
MAX
215k
95%
16k
Q3
11k
AVG
10k
MEDIAN
9k
Q1
8k
5%
3k
MIN
1k
RANGE
214k
IQR
3,726
STD
8,741
VAR
76.4M
KURT.
328
SKEW
14.9
SUM
9.6M
4
OverallCond
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
5
YearBuilt
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
106
(11%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,003
MEDIAN
1,974
AVG
1,972
Q1
1,953
5%
1,916
MIN
1,880
RANGE
130
IQR
50.0
STD
31.1
VAR
969
KURT.
-0.550
SKEW
-0.618
SUM
1.9M
6
YearRemodAdd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
61
(6%)
ZEROES:
---
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,995.0
AVG
1,985.6
Q1
1,966.0
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
38.0
STD
20.9
VAR
438
KURT.
-1.26
SKEW
-0.558
SUM
1.9M
7
MasVnrArea
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
255
(27%)
ZEROES:
553
(59%)
MAX
1,600
95%
468
Q3
176
AVG
111
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
176
STD
194
VAR
37,740
KURT.
9.96
SKEW
2.69
SUM
104k
8
BsmtFinSF1
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
471
(50%)
ZEROES:
286
(30%)
MAX
5,644
95%
1,288
Q3
716
AVG
451
MEDIAN
384
Q1
0
5%
0
MIN
0
RANGE
5,644
IQR
716
STD
473
VAR
224k
KURT.
15.0
SKEW
2.08
SUM
424k
9
BsmtFinSF2
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
99
(11%)
ZEROES:
829
(88%)
MAX
1,474
95%
465
Q3
0
AVG
49
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,474
IQR
0.00
STD
166
VAR
27,482
KURT.
19.7
SKEW
4.18
SUM
46,085
10
BsmtUnfSF
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
621
(66%)
ZEROES:
45
(5%)
MAX
2,336
95%
1,496
Q3
833
AVG
602
MEDIAN
512
Q1
276
5%
23
MIN
0
RANGE
2,336
IQR
558
STD
442
VAR
195k
KURT.
0.318
SKEW
0.878
SUM
566k
11
TotalBsmtSF
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
557
(59%)
ZEROES:
---
MAX
6,110
95%
1,795
Q3
1,348
AVG
1,102
MEDIAN
1,027
Q1
816
5%
602
MIN
105
RANGE
6,005
IQR
532
STD
419
VAR
176k
KURT.
22.1
SKEW
2.52
SUM
1.0M
12
1stFlrSF
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
594
(63%)
ZEROES:
---
MAX
4,692
95%
1,836
Q3
1,422
AVG
1,176
MEDIAN
1,104
Q1
894
5%
684
MIN
438
RANGE
4,254
IQR
528
STD
389
VAR
151k
KURT.
7.33
SKEW
1.47
SUM
1.1M
13
2ndFlrSF
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
305
(32%)
ZEROES:
529
(56%)
MAX
2,065
95%
1,158
Q3
729
AVG
354
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,065
IQR
729
STD
443
VAR
196k
KURT.
-0.429
SKEW
0.833
SUM
333k
14
LowQualFinSF
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
14
(1%)
ZEROES:
926
(99%)
MAX
572
95%
0
Q3
0
AVG
5
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
572
IQR
0.00
STD
45.1
VAR
2,033
KURT.
89.3
SKEW
9.32
SUM
4,841
15
GrLivArea
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
646
(69%)
ZEROES:
---
MAX
5,642
95%
2,521
Q3
1,768
AVG
1,535
MEDIAN
1,476
Q1
1,164
5%
864
MIN
438
RANGE
5,204
IQR
604
STD
533
VAR
284k
KURT.
6.72
SKEW
1.67
SUM
1.4M
16
BsmtFullBath
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
17
BsmtHalfBath
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
18
FullBath
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
19
HalfBath
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
20
BedroomAbvGr
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
21
KitchenAbvGr
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
22
TotRmsAbvGrd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
10
(1%)
23
Fireplaces
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
24
GarageYrBlt
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
95
(10%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,003
MEDIAN
1,980
AVG
1,978
Q1
1,960
5%
1,926
MIN
1,900
RANGE
110
IQR
43.0
STD
25.9
VAR
669
KURT.
-0.560
SKEW
-0.639
SUM
1.9M
25
GarageCars
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
26
GarageArea
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
369
(39%)
ZEROES:
---
MAX
1,418
95%
864
Q3
600
AVG
502
MEDIAN
484
Q1
360
5%
240
MIN
160
RANGE
1,258
IQR
241
STD
191
VAR
36,413
KURT.
0.475
SKEW
0.655
SUM
472k
27
WoodDeckSF
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
207
(22%)
ZEROES:
475
(51%)
MAX
857
95%
335
Q3
172
AVG
97
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
857
IQR
172
STD
126
VAR
15,780
KURT.
3.38
SKEW
1.56
SUM
90,902
28
OpenPorchSF
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
166
(18%)
ZEROES:
405
(43%)
MAX
547
95%
170
Q3
68
AVG
47
MEDIAN
28
Q1
0
5%
0
MIN
0
RANGE
547
IQR
68.0
STD
66.2
VAR
4,378
KURT.
9.30
SKEW
2.45
SUM
44,508
29
EnclosedPorch
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
87
(9%)
ZEROES:
809
(86%)
MAX
552
95%
184
Q3
0
AVG
22
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
552
IQR
0.00
STD
61.8
VAR
3,822
KURT.
12.1
SKEW
3.24
SUM
20,502
30
3SsnPorch
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
14
(1%)
ZEROES:
925
(98%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
30.8
VAR
949
KURT.
138
SKEW
11.0
SUM
3,198
31
ScreenPorch
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
58
(6%)
ZEROES:
856
(91%)
MAX
480
95%
168
Q3
0
AVG
17
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
480
IQR
0.00
STD
59.6
VAR
3,552
KURT.
17.0
SKEW
3.95
SUM
15,985
32
PoolArea
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
33
MiscVal
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
15
(2%)
ZEROES:
911
(97%)
MAX
2,500
95%
0
Q3
0
AVG
25
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,500
IQR
0.00
STD
177
VAR
31,234
KURT.
101
SKEW
9.38
SUM
23,584
34
MoSold
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
12
(1%)
ZEROES:
---
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.4
MEDIAN
6.0
Q1
5.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
3.00
STD
2.71
VAR
7.37
KURT.
-0.430
SKEW
0.210
SUM
5,971
35
YrSold
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
36
SalePrice
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
513
(55%)
ZEROES:
---
MAX
755k
95%
345k
Q3
220k
AVG
187k
MEDIAN
166k
Q1
132k
5%
99k
MIN
35k
RANGE
720k
IQR
87,125
STD
84,113
VAR
7.1B
KURT.
6.98
SKEW
2.03
SUM
176.0M
37
MSZoning_C (all)
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
38
MSZoning_FV
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
39
MSZoning_RH
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
40
MSZoning_RL
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
41
MSZoning_RM
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
42
Street_Grvl
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
43
Street_Pave
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
44
LotShape_IR1
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
45
LotShape_IR2
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
46
LotShape_IR3
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
47
LotShape_Reg
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
48
LandContour_Bnk
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
49
LandContour_HLS
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
50
LandContour_Low
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
51
LandContour_Lvl
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
52
LotConfig_Corner
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
53
LotConfig_CulDSac
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
54
LotConfig_FR2
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
55
LotConfig_FR3
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
56
LotConfig_Inside
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
57
LandSlope_Gtl
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
58
LandSlope_Mod
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
59
LandSlope_Sev
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
60
Neighborhood_Blmngtn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
61
Neighborhood_Blueste
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
62
Neighborhood_BrDale
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
63
Neighborhood_BrkSide
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
64
Neighborhood_ClearCr
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
65
Neighborhood_CollgCr
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
66
Neighborhood_Crawfor
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
67
Neighborhood_Edwards
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
68
Neighborhood_Gilbert
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
69
Neighborhood_IDOTRR
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
70
Neighborhood_MeadowV
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
71
Neighborhood_Mitchel
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
72
Neighborhood_NAmes
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
73
Neighborhood_NPkVill
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
74
Neighborhood_NWAmes
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
75
Neighborhood_NoRidge
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
76
Neighborhood_NridgHt
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
77
Neighborhood_OldTown
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
78
Neighborhood_SWISU
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
79
Neighborhood_Sawyer
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
80
Neighborhood_SawyerW
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
81
Neighborhood_Somerst
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
82
Neighborhood_StoneBr
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
83
Neighborhood_Timber
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
84
Neighborhood_Veenker
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
85
Condition1_Artery
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
86
Condition1_Feedr
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
87
Condition1_Norm
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
88
Condition1_PosA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
89
Condition1_PosN
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
90
Condition1_RRAe
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
91
Condition1_RRAn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
92
Condition1_RRNe
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
93
Condition1_RRNn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
94
Condition2_Artery
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
95
Condition2_Feedr
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
96
Condition2_Norm
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
97
Condition2_PosA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
98
Condition2_PosN
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
99
Condition2_RRNn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
100
BldgType_1Fam
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
101
BldgType_2fmCon
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
102
BldgType_Duplex
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
103
BldgType_Twnhs
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
104
BldgType_TwnhsE
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
105
HouseStyle_1.5Fin
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
106
HouseStyle_1.5Unf
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
107
HouseStyle_1Story
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
108
HouseStyle_2.5Fin
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
109
HouseStyle_2.5Unf
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
110
HouseStyle_2Story
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
111
HouseStyle_SFoyer
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
112
HouseStyle_SLvl
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
113
RoofStyle_Flat
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
114
RoofStyle_Gable
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
115
RoofStyle_Gambrel
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
116
RoofStyle_Hip
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
117
RoofStyle_Mansard
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
118
RoofMatl_ClyTile
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
119
RoofMatl_CompShg
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
120
RoofMatl_Membran
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
121
RoofMatl_Roll
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
122
RoofMatl_Tar&Grv
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
123
RoofMatl_WdShake
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
124
RoofMatl_WdShngl
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
125
Exterior1st_AsbShng
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
126
Exterior1st_BrkFace
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
127
Exterior1st_CBlock
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
128
Exterior1st_CemntBd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
129
Exterior1st_HdBoard
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
130
Exterior1st_MetalSd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
131
Exterior1st_Plywood
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
132
Exterior1st_Stone
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
133
Exterior1st_Stucco
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
134
Exterior1st_VinylSd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
135
Exterior1st_Wd Sdng
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
136
Exterior1st_WdShing
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
137
Exterior2nd_AsbShng
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
138
Exterior2nd_AsphShn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
139
Exterior2nd_Brk Cmn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
140
Exterior2nd_BrkFace
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
141
Exterior2nd_CBlock
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
142
Exterior2nd_CmentBd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
143
Exterior2nd_HdBoard
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
144
Exterior2nd_ImStucc
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
145
Exterior2nd_MetalSd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
146
Exterior2nd_Other
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
147
Exterior2nd_Plywood
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
148
Exterior2nd_Stone
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
149
Exterior2nd_Stucco
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
150
Exterior2nd_VinylSd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
151
Exterior2nd_Wd Sdng
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
152
Exterior2nd_Wd Shng
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
153
MasVnrType_BrkCmn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
154
MasVnrType_BrkFace
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
155
MasVnrType_None
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
156
MasVnrType_Stone
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
157
ExterQual_Ex
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
158
ExterQual_Fa
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
159
ExterQual_Gd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
160
ExterQual_TA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
161
ExterCond_Ex
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
162
ExterCond_Fa
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
163
ExterCond_Gd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
164
ExterCond_TA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
165
Foundation_BrkTil
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
166
Foundation_CBlock
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
167
Foundation_PConc
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
168
Foundation_Stone
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
169
Foundation_Wood
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
170
BsmtQual_Ex
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
171
BsmtQual_Fa
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
172
BsmtQual_Gd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
173
BsmtQual_TA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
174
BsmtCond_Fa
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
175
BsmtCond_Gd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
176
BsmtCond_Po
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
177
BsmtCond_TA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
178
BsmtExposure_Av
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
179
BsmtExposure_Gd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
180
BsmtExposure_Mn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
181
BsmtExposure_No
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
182
BsmtFinType1_ALQ
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
183
BsmtFinType1_BLQ
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
184
BsmtFinType1_GLQ
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
185
BsmtFinType1_LwQ
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
186
BsmtFinType1_Rec
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
187
BsmtFinType1_Unf
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
188
BsmtFinType2_ALQ
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
189
BsmtFinType2_BLQ
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
190
BsmtFinType2_GLQ
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
191
BsmtFinType2_LwQ
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
192
BsmtFinType2_Rec
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
193
BsmtFinType2_Unf
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
194
Heating_GasA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
195
Heating_GasW
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
196
Heating_Grav
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
197
Heating_OthW
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
198
HeatingQC_Ex
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
199
HeatingQC_Fa
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
200
HeatingQC_Gd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
201
HeatingQC_Po
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
202
HeatingQC_TA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
203
CentralAir_N
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
204
CentralAir_Y
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
205
Electrical_FuseA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
206
Electrical_FuseF
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
207
Electrical_FuseP
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
208
Electrical_Mix
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
209
Electrical_SBrkr
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
210
KitchenQual_Ex
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
211
KitchenQual_Fa
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
212
KitchenQual_Gd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
213
KitchenQual_TA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
214
Functional_Maj1
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
215
Functional_Maj2
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
216
Functional_Min1
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
217
Functional_Min2
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
218
Functional_Mod
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
219
Functional_Typ
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
220
GarageType_2Types
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
221
GarageType_Attchd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
222
GarageType_Basment
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
223
GarageType_BuiltIn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
224
GarageType_CarPort
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
225
GarageType_Detchd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
226
GarageFinish_Fin
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
227
GarageFinish_RFn
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
228
GarageFinish_Unf
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
229
GarageQual_Ex
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
230
GarageQual_Fa
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
231
GarageQual_Gd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
232
GarageQual_Po
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
233
GarageQual_TA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
234
GarageCond_Ex
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
235
GarageCond_Fa
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
236
GarageCond_Gd
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
237
GarageCond_Po
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
238
GarageCond_TA
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
239
PavedDrive_N
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
240
PavedDrive_P
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
241
PavedDrive_Y
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
242
SaleType_COD
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
243
SaleType_CWD
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
244
SaleType_Con
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
245
SaleType_ConLD
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
246
SaleType_ConLI
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
247
SaleType_ConLw
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
248
SaleType_New
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
249
SaleType_Oth
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
250
SaleType_WD
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
251
SaleCondition_Abnorml
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
252
SaleCondition_AdjLand
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
253
SaleCondition_Alloca
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
254
SaleCondition_Family
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
255
SaleCondition_Normal
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
256
SaleCondition_Partial
VALUES:
940
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
MSSubClass
MISSING:
---
MOST FREQUENT VALUES
20
364
38.7%
60
195
20.7%
50
97
10.3%
120
55
5.9%
160
45
4.8%
70
43
4.6%
30
41
4.4%
80
33
3.5%
90
18
1.9%
190
15
1.6%
75
11
1.2%
85
8
0.9%
45
7
0.7%
180
5
0.5%
40
3
0.3%
SMALLEST VALUES
20
364
38.7%
30
41
4.4%
40
3
0.3%
45
7
0.7%
50
97
10.3%
60
195
20.7%
70
43
4.6%
75
11
1.2%
80
33
3.5%
85
8
0.9%
90
18
1.9%
120
55
5.9%
160
45
4.8%
180
5
0.5%
190
15
1.6%
LARGEST VALUES
190
15
1.6%
180
5
0.5%
160
45
4.8%
120
55
5.9%
90
18
1.9%
85
8
0.9%
80
33
3.5%
75
11
1.2%
70
43
4.6%
60
195
20.7%
50
97
10.3%
45
7
0.7%
40
3
0.3%
30
41
4.4%
20
364
38.7%
LotFrontage
MISSING:
---
MOST FREQUENT VALUES
60.0
105
11.2%
70.0
57
6.1%
80.0
56
6.0%
75.0
49
5.2%
50.0
46
4.9%
65.0
38
4.0%
85.0
32
3.4%
78.0
20
2.1%
90.0
20
2.1%
24.0
15
1.6%
68.0
15
1.6%
72.0
14
1.5%
100.0
14
1.5%
79.0
14
1.5%
73.0
14
1.5%
SMALLEST VALUES
21.0
14
1.5%
24.0
15
1.6%
30.0
5
0.5%
32.0
4
0.4%
34.0
7
0.7%
35.0
6
0.6%
36.0
6
0.6%
37.0
4
0.4%
38.0
1
0.1%
39.0
1
0.1%
40.0
7
0.7%
41.0
6
0.6%
42.0
2
0.2%
43.0
9
1.0%
44.0
7
0.7%
LARGEST VALUES
313.0
2
0.2%
174.0
2
0.2%
160.0
1
0.1%
150.0
1
0.1%
149.0
1
0.1%
144.0
1
0.1%
141.0
1
0.1%
140.0
1
0.1%
137.0
1
0.1%
134.0
2
0.2%
130.0
2
0.2%
129.0
2
0.2%
128.0
1
0.1%
124.0
2
0.2%
122.0
2
0.2%
LotArea
MISSING:
---
MOST FREQUENT VALUES
9600
18
1.9%
7200
18
1.9%
6000
15
1.6%
8400
12
1.3%
9000
11
1.2%
1680
9
1.0%
10800
9
1.0%
9100
7
0.7%
3182
6
0.6%
8450
6
0.6%
6240
5
0.5%
7500
5
0.5%
5400
5
0.5%
9750
5
0.5%
7800
5
0.5%
SMALLEST VALUES
1300
1
0.1%
1477
1
0.1%
1596
1
0.1%
1680
9
1.0%
1869
1
0.1%
1890
1
0.1%
1920
1
0.1%
1950
1
0.1%
1953
1
0.1%
2016
1
0.1%
2160
1
0.1%
2268
1
0.1%
2280
2
0.2%
2289
1
0.1%
2308
2
0.2%
LARGEST VALUES
215245
1
0.1%
70761
1
0.1%
63887
1
0.1%
53504
1
0.1%
50271
1
0.1%
46589
1
0.1%
45600
1
0.1%
40094
1
0.1%
39104
1
0.1%
35760
1
0.1%
35133
1
0.1%
34650
1
0.1%
31770
1
0.1%
27650
1
0.1%
26178
1
0.1%
OverallCond
MISSING:
---
TOP CATEGORIES
5
548
58%
6
163
17%
7
124
13%
8
49
5%
4
30
3%
9
12
1%
3
11
1%
2
3
<1%
ALL
940
100%
YearBuilt
MISSING:
---
MOST FREQUENT VALUES
2006
53
5.6%
2005
51
5.4%
2004
39
4.1%
2007
38
4.0%
2003
33
3.5%
1920
21
2.2%
2008
20
2.1%
1959
18
1.9%
1998
18
1.9%
1976
18
1.9%
1965
17
1.8%
1999
16
1.7%
1954
16
1.7%
1972
15
1.6%
1957
15
1.6%
SMALLEST VALUES
1880
4
0.4%
1882
1
0.1%
1885
2
0.2%
1892
2
0.2%
1893
1
0.1%
1900
7
0.7%
1904
1
0.1%
1905
1
0.1%
1906
1
0.1%
1908
2
0.2%
1910
9
1.0%
1912
1
0.1%
1913
1
0.1%
1914
3
0.3%
1915
9
1.0%
LARGEST VALUES
2010
1
0.1%
2009
14
1.5%
2008
20
2.1%
2007
38
4.0%
2006
53
5.6%
2005
51
5.4%
2004
39
4.1%
2003
33
3.5%
2002
11
1.2%
2001
11
1.2%
2000
11
1.2%
1999
16
1.7%
1998
18
1.9%
1997
11
1.2%
1996
11
1.2%
YearRemodAdd
MISSING:
---
MOST FREQUENT VALUES
1950
113
12.0%
2006
75
8.0%
2005
57
6.1%
2007
53
5.6%
2004
46
4.9%
2003
34
3.6%
2000
33
3.5%
2002
26
2.8%
2008
26
2.8%
1998
24
2.6%
1996
23
2.4%
1995
23
2.4%
1999
18
1.9%
2009
17
1.8%
1976
17
1.8%
SMALLEST VALUES
1950
113
12.0%
1951
3
0.3%
1952
4
0.4%
1953
9
1.0%
1954
9
1.0%
1955
2
0.2%
1956
5
0.5%
1957
8
0.9%
1958
9
1.0%
1959
11
1.2%
1960
9
1.0%
1961
5
0.5%
1962
10
1.1%
1963
10
1.1%
1964
7
0.7%
LARGEST VALUES
2010
4
0.4%
2009
17
1.8%
2008
26
2.8%
2007
53
5.6%
2006
75
8.0%
2005
57
6.1%
2004
46
4.9%
2003
34
3.6%
2002
26
2.8%
2001
12
1.3%
2000
33
3.5%
1999
18
1.9%
1998
24
2.6%
1997
16
1.7%
1996
23
2.4%
MasVnrArea
MISSING:
---
MOST FREQUENT VALUES
0.0
553
58.8%
16.0
7
0.7%
106.0
5
0.5%
72.0
5
0.5%
108.0
5
0.5%
80.0
5
0.5%
246.0
4
0.4%
268.0
4
0.4%
360.0
4
0.4%
132.0
4
0.4%
180.0
4
0.4%
183.0
4
0.4%
200.0
4
0.4%
300.0
4
0.4%
320.0
3
0.3%
SMALLEST VALUES
0.0
553
58.8%
1.0
1
0.1%
14.0
1
0.1%
16.0
7
0.7%
24.0
1
0.1%
27.0
1
0.1%
32.0
1
0.1%
36.0
1
0.1%
38.0
1
0.1%
40.0
2
0.2%
42.0
2
0.2%
44.0
2
0.2%
45.0
2
0.2%
50.0
3
0.3%
51.0
1
0.1%
LARGEST VALUES
1600.0
1
0.1%
1378.0
1
0.1%
1170.0
1
0.1%
1129.0
1
0.1%
1047.0
1
0.1%
1031.0
1
0.1%
975.0
1
0.1%
922.0
1
0.1%
921.0
1
0.1%
894.0
1
0.1%
870.0
1
0.1%
816.0
1
0.1%
796.0
1
0.1%
788.0
1
0.1%
772.0
1
0.1%
BsmtFinSF1
MISSING:
---
MOST FREQUENT VALUES
0
286
30.4%
24
11
1.2%
16
7
0.7%
936
5
0.5%
20
5
0.5%
686
5
0.5%
504
4
0.4%
616
4
0.4%
384
4
0.4%
312
4
0.4%
338
3
0.3%
442
3
0.3%
786
3
0.3%
674
3
0.3%
690
3
0.3%
SMALLEST VALUES
0
286
30.4%
2
1
0.1%
16
7
0.7%
20
5
0.5%
24
11
1.2%
25
1
0.1%
27
1
0.1%
28
3
0.3%
33
1
0.1%
36
1
0.1%
48
2
0.2%
49
1
0.1%
50
2
0.2%
56
2
0.2%
57
1
0.1%
LARGEST VALUES
5644
1
0.1%
2260
1
0.1%
2188
1
0.1%
2096
1
0.1%
1904
1
0.1%
1810
1
0.1%
1767
1
0.1%
1721
1
0.1%
1696
1
0.1%
1646
1
0.1%
1636
1
0.1%
1606
1
0.1%
1573
1
0.1%
1572
1
0.1%
1567
1
0.1%
BsmtFinSF2
MISSING:
---
MOST FREQUENT VALUES
0
829
88.2%
180
5
0.5%
539
2
0.2%
41
2
0.2%
712
2
0.2%
374
2
0.2%
290
2
0.2%
279
2
0.2%
468
2
0.2%
551
2
0.2%
287
2
0.2%
492
1
0.1%
163
1
0.1%
139
1
0.1%
823
1
0.1%
SMALLEST VALUES
0
829
88.2%
40
1
0.1%
41
2
0.2%
64
1
0.1%
96
1
0.1%
105
1
0.1%
106
1
0.1%
108
1
0.1%
110
1
0.1%
117
1
0.1%
119
1
0.1%
121
1
0.1%
123
1
0.1%
127
1
0.1%
128
1
0.1%
LARGEST VALUES
1474
1
0.1%
1127
1
0.1%
1085
1
0.1%
1063
1
0.1%
1061
1
0.1%
1057
1
0.1%
1029
1
0.1%
906
1
0.1%
872
1
0.1%
841
1
0.1%
823
1
0.1%
820
1
0.1%
713
1
0.1%
712
2
0.2%
692
1
0.1%
BsmtUnfSF
MISSING:
---
MOST FREQUENT VALUES
0
45
4.8%
728
7
0.7%
300
6
0.6%
625
6
0.6%
80
5
0.5%
280
5
0.5%
270
5
0.5%
108
5
0.5%
440
4
0.4%
162
4
0.4%
698
4
0.4%
390
4
0.4%
572
4
0.4%
638
4
0.4%
384
4
0.4%
SMALLEST VALUES
0
45
4.8%
14
1
0.1%
15
1
0.1%
23
2
0.2%
26
1
0.1%
32
1
0.1%
35
1
0.1%
36
3
0.3%
38
1
0.1%
61
1
0.1%
64
2
0.2%
70
2
0.2%
75
1
0.1%
76
2
0.2%
78
1
0.1%
LARGEST VALUES
2336
1
0.1%
2153
1
0.1%
2121
1
0.1%
2002
1
0.1%
1935
1
0.1%
1869
1
0.1%
1836
1
0.1%
1800
1
0.1%
1795
1
0.1%
1777
1
0.1%
1774
1
0.1%
1752
1
0.1%
1734
1
0.1%
1709
1
0.1%
1694
2
0.2%
TotalBsmtSF
MISSING:
---
MOST FREQUENT VALUES
864
24
2.6%
912
12
1.3%
728
10
1.1%
1040
10
1.1%
672
10
1.1%
894
9
1.0%
816
8
0.9%
768
8
0.9%
780
8
0.9%
832
7
0.7%
936
7
0.7%
483
7
0.7%
952
6
0.6%
1056
6
0.6%
756
5
0.5%
SMALLEST VALUES
105
1
0.1%
190
1
0.1%
290
1
0.1%
360
1
0.1%
372
1
0.1%
384
2
0.2%
440
2
0.2%
458
1
0.1%
462
1
0.1%
480
1
0.1%
482
1
0.1%
483
7
0.7%
485
1
0.1%
504
1
0.1%
520
1
0.1%
LARGEST VALUES
6110
1
0.1%
3138
1
0.1%
3094
1
0.1%
2524
1
0.1%
2444
1
0.1%
2396
1
0.1%
2392
1
0.1%
2330
1
0.1%
2217
1
0.1%
2216
1
0.1%
2158
1
0.1%
2153
1
0.1%
2136
2
0.2%
2121
1
0.1%
2110
1
0.1%
1stFlrSF
MISSING:
---
MOST FREQUENT VALUES
864
18
1.9%
912
10
1.1%
894
9
1.0%
1040
8
0.9%
483
7
0.7%
764
6
0.6%
816
6
0.6%
728
6
0.6%
832
6
0.6%
672
6
0.6%
840
5
0.5%
1144
5
0.5%
1072
5
0.5%
990
5
0.5%
1236
5
0.5%
SMALLEST VALUES
438
1
0.1%
480
1
0.1%
483
7
0.7%
520
1
0.1%
525
1
0.1%
526
1
0.1%
536
1
0.1%
561
1
0.1%
575
1
0.1%
576
1
0.1%
596
1
0.1%
600
1
0.1%
612
1
0.1%
616
4
0.4%
624
2
0.2%
LARGEST VALUES
4692
1
0.1%
3138
1
0.1%
2524
1
0.1%
2444
1
0.1%
2411
1
0.1%
2402
1
0.1%
2392
1
0.1%
2364
1
0.1%
2234
1
0.1%
2217
1
0.1%
2196
1
0.1%
2158
1
0.1%
2136
1
0.1%
2121
1
0.1%
2113
1
0.1%
2ndFlrSF
MISSING:
---
MOST FREQUENT VALUES
0
529
56.3%
728
10
1.1%
504
9
1.0%
862
5
0.5%
672
5
0.5%
600
5
0.5%
840
4
0.4%
720
4
0.4%
739
4
0.4%
896
4
0.4%
702
3
0.3%
858
3
0.3%
546
3
0.3%
596
3
0.3%
878
3
0.3%
SMALLEST VALUES
0
529
56.3%
208
1
0.1%
213
1
0.1%
220
1
0.1%
252
1
0.1%
272
1
0.1%
299
1
0.1%
304
1
0.1%
316
1
0.1%
319
1
0.1%
325
1
0.1%
332
1
0.1%
336
1
0.1%
349
1
0.1%
351
1
0.1%
LARGEST VALUES
2065
1
0.1%
1872
1
0.1%
1818
1
0.1%
1796
1
0.1%
1611
1
0.1%
1589
1
0.1%
1538
1
0.1%
1523
1
0.1%
1519
1
0.1%
1518
1
0.1%
1426
1
0.1%
1414
1
0.1%
1392
1
0.1%
1362
1
0.1%
1360
1
0.1%
LowQualFinSF
MISSING:
---
MOST FREQUENT VALUES
0
926
98.5%
360
2
0.2%
397
1
0.1%
156
1
0.1%
80
1
0.1%
144
1
0.1%
390
1
0.1%
572
1
0.1%
392
1
0.1%
384
1
0.1%
473
1
0.1%
420
1
0.1%
481
1
0.1%
232
1
0.1%
SMALLEST VALUES
0
926
98.5%
80
1
0.1%
144
1
0.1%
156
1
0.1%
232
1
0.1%
360
2
0.2%
384
1
0.1%
390
1
0.1%
392
1
0.1%
397
1
0.1%
420
1
0.1%
473
1
0.1%
481
1
0.1%
572
1
0.1%
LARGEST VALUES
572
1
0.1%
481
1
0.1%
473
1
0.1%
420
1
0.1%
397
1
0.1%
392
1
0.1%
390
1
0.1%
384
1
0.1%
360
2
0.2%
232
1
0.1%
156
1
0.1%
144
1
0.1%
80
1
0.1%
0
926
98.5%
GrLivArea
MISSING:
---
MOST FREQUENT VALUES
864
15
1.6%
1456
9
1.0%
894
9
1.0%
987
7
0.7%
912
6
0.6%
1040
6
0.6%
1200
6
0.6%
1144
5
0.5%
1728
5
0.5%
816
5
0.5%
1302
5
0.5%
1768
5
0.5%
1656
5
0.5%
1694
4
0.4%
990
4
0.4%
SMALLEST VALUES
438
1
0.1%
480
1
0.1%
616
1
0.1%
630
1
0.1%
672
2
0.2%
691
1
0.1%
694
1
0.1%
720
1
0.1%
747
2
0.2%
752
1
0.1%
764
1
0.1%
767
1
0.1%
768
1
0.1%
773
1
0.1%
780
1
0.1%
LARGEST VALUES
5642
1
0.1%
4676
1
0.1%
4476
1
0.1%
4316
1
0.1%
3627
1
0.1%
3608
1
0.1%
3493
1
0.1%
3279
1
0.1%
3238
1
0.1%
3222
1
0.1%
3112
1
0.1%
3082
1
0.1%
2978
1
0.1%
2945
1
0.1%
2868
1
0.1%
BsmtFullBath
MISSING:
---
TOP CATEGORIES
0
544
58%
1
387
41%
2
9
<1%
ALL
940
100%
BsmtHalfBath
MISSING:
---
TOP CATEGORIES
0
887
94%
1
52
6%
2
1
<1%
ALL
940
100%
FullBath
MISSING:
---
TOP CATEGORIES
2
501
53%
1
413
44%
3
21
2%
0
5
<1%
ALL
940
100%
HalfBath
MISSING:
---
TOP CATEGORIES
0
582
62%
1
351
37%
2
7
<1%
ALL
940
100%
BedroomAbvGr
MISSING:
---
TOP CATEGORIES
3
524
56%
2
239
25%
4
136
14%
1
23
2%
5
13
1%
0
3
<1%
6
2
<1%
ALL
940
100%
KitchenAbvGr
MISSING:
---
TOP CATEGORIES
1
912
97%
2
28
3%
ALL
940
100%
TotRmsAbvGrd
MISSING:
---
TOP CATEGORIES
6
276
29%
7
204
22%
5
181
19%
8
122
13%
4
52
6%
9
46
5%
10
35
4%
11
11
1%
12
8
<1%
3
5
<1%
ALL
940
100%
Fireplaces
MISSING:
---
TOP CATEGORIES
0
438
47%
1
428
46%
2
70
7%
3
4
<1%
ALL
940
100%
GarageYrBlt
MISSING:
---
MOST FREQUENT VALUES
2005.0
53
5.6%
2006.0
50
5.3%
2004.0
39
4.1%
2007.0
39
4.1%
2003.0
37
3.9%
2008.0
23
2.4%
1998.0
22
2.3%
1999.0
20
2.1%
1976.0
18
1.9%
1968.0
18
1.9%
1950.0
16
1.7%
1962.0
16
1.7%
1957.0
16
1.7%
1977.0
16
1.7%
1996.0
15
1.6%
SMALLEST VALUES
1900.0
1
0.1%
1906.0
1
0.1%
1908.0
1
0.1%
1910.0
1
0.1%
1914.0
2
0.2%
1915.0
2
0.2%
1916.0
4
0.4%
1918.0
2
0.2%
1920.0
10
1.1%
1921.0
3
0.3%
1922.0
4
0.4%
1923.0
3
0.3%
1924.0
3
0.3%
1925.0
6
0.6%
1926.0
5
0.5%
LARGEST VALUES
2010.0
3
0.3%
2009.0
15
1.6%
2008.0
23
2.4%
2007.0
39
4.1%
2006.0
50
5.3%
2005.0
53
5.6%
2004.0
39
4.1%
2003.0
37
3.9%
2002.0
11
1.2%
2001.0
11
1.2%
2000.0
14
1.5%
1999.0
20
2.1%
1998.0
22
2.3%
1997.0
15
1.6%
1996.0
15
1.6%
GarageCars
MISSING:
---
TOP CATEGORIES
2
527
56%
1
269
29%
3
141
15%
4
3
<1%
ALL
940
100%
GarageArea
MISSING:
---
MOST FREQUENT VALUES
440
38
4.0%
576
36
3.8%
240
31
3.3%
528
22
2.3%
484
20
2.1%
288
20
2.1%
264
19
2.0%
308
16
1.7%
480
13
1.4%
280
12
1.3%
672
12
1.3%
400
11
1.2%
216
9
1.0%
504
8
0.9%
660
8
0.9%
SMALLEST VALUES
160
2
0.2%
164
1
0.1%
180
7
0.7%
186
1
0.1%
189
1
0.1%
198
1
0.1%
200
4
0.4%
205
3
0.3%
208
1
0.1%
210
2
0.2%
216
9
1.0%
220
2
0.2%
225
2
0.2%
230
1
0.1%
234
2
0.2%
LARGEST VALUES
1418
1
0.1%
1220
1
0.1%
1166
1
0.1%
1134
1
0.1%
1052
2
0.2%
1043
1
0.1%
1025
1
0.1%
1020
1
0.1%
995
1
0.1%
983
1
0.1%
968
2
0.2%
954
1
0.1%
947
1
0.1%
936
1
0.1%
928
1
0.1%
WoodDeckSF
MISSING:
---
MOST FREQUENT VALUES
0
475
50.5%
192
30
3.2%
100
26
2.8%
144
21
2.2%
168
20
2.1%
120
18
1.9%
208
10
1.1%
140
9
1.0%
224
7
0.7%
240
6
0.6%
160
6
0.6%
250
6
0.6%
105
5
0.5%
96
5
0.5%
132
5
0.5%
SMALLEST VALUES
0
475
50.5%
12
1
0.1%
24
1
0.1%
26
2
0.2%
28
2
0.2%
30
1
0.1%
33
1
0.1%
35
1
0.1%
36
3
0.3%
38
2
0.2%
40
2
0.2%
44
1
0.1%
45
1
0.1%
48
3
0.3%
49
1
0.1%
LARGEST VALUES
857
1
0.1%
736
1
0.1%
728
1
0.1%
668
1
0.1%
635
1
0.1%
536
1
0.1%
519
1
0.1%
517
1
0.1%
509
1
0.1%
503
1
0.1%
495
1
0.1%
486
1
0.1%
474
1
0.1%
468
1
0.1%
441
1
0.1%
OpenPorchSF
MISSING:
---
MOST FREQUENT VALUES
0
405
43.1%
36
21
2.2%
45
14
1.5%
20
14
1.5%
40
12
1.3%
48
12
1.3%
50
12
1.3%
30
12
1.3%
28
11
1.2%
39
10
1.1%
60
10
1.1%
24
10
1.1%
35
10
1.1%
54
9
1.0%
72
9
1.0%
SMALLEST VALUES
0
405
43.1%
4
1
0.1%
10
1
0.1%
15
1
0.1%
16
5
0.5%
17
1
0.1%
18
4
0.4%
20
14
1.5%
21
4
0.4%
22
6
0.6%
23
1
0.1%
24
10
1.1%
25
2
0.2%
26
3
0.3%
27
5
0.5%
LARGEST VALUES
547
1
0.1%
502
1
0.1%
418
1
0.1%
406
1
0.1%
364
1
0.1%
341
1
0.1%
312
1
0.1%
292
1
0.1%
288
1
0.1%
287
1
0.1%
285
1
0.1%
274
1
0.1%
267
1
0.1%
263
1
0.1%
260
1
0.1%
EnclosedPorch
MISSING:
---
MOST FREQUENT VALUES
0
809
86.1%
112
12
1.3%
216
4
0.4%
96
4
0.4%
156
3
0.3%
120
3
0.3%
184
3
0.3%
192
3
0.3%
150
2
0.2%
205
2
0.2%
240
2
0.2%
236
2
0.2%
158
2
0.2%
77
2
0.2%
32
2
0.2%
SMALLEST VALUES
0
809
86.1%
24
1
0.1%
32
2
0.2%
34
1
0.1%
37
1
0.1%
39
2
0.2%
40
2
0.2%
42
1
0.1%
44
1
0.1%
48
1
0.1%
52
1
0.1%
56
1
0.1%
60
1
0.1%
67
1
0.1%
68
1
0.1%
LARGEST VALUES
552
1
0.1%
386
1
0.1%
330
1
0.1%
301
1
0.1%
293
1
0.1%
280
1
0.1%
275
1
0.1%
272
1
0.1%
264
1
0.1%
259
1
0.1%
252
2
0.2%
244
1
0.1%
242
1
0.1%
240
2
0.2%
239
1
0.1%
3SsnPorch
MISSING:
---
MOST FREQUENT VALUES
0
925
98.4%
144
2
0.2%
168
2
0.2%
23
1
0.1%
96
1
0.1%
320
1
0.1%
153
1
0.1%
162
1
0.1%
508
1
0.1%
407
1
0.1%
140
1
0.1%
216
1
0.1%
304
1
0.1%
245
1
0.1%
SMALLEST VALUES
0
925
98.4%
23
1
0.1%
96
1
0.1%
140
1
0.1%
144
2
0.2%
153
1
0.1%
162
1
0.1%
168
2
0.2%
216
1
0.1%
245
1
0.1%
304
1
0.1%
320
1
0.1%
407
1
0.1%
508
1
0.1%
LARGEST VALUES
508
1
0.1%
407
1
0.1%
320
1
0.1%
304
1
0.1%
245
1
0.1%
216
1
0.1%
168
2
0.2%
162
1
0.1%
153
1
0.1%
144
2
0.2%
140
1
0.1%
96
1
0.1%
23
1
0.1%
0
925
98.4%
ScreenPorch
MISSING:
---
MOST FREQUENT VALUES
0
856
91.1%
192
5
0.5%
224
4
0.4%
126
3
0.3%
189
3
0.3%
180
3
0.3%
144
3
0.3%
90
3
0.3%
288
2
0.2%
198
2
0.2%
200
2
0.2%
216
2
0.2%
259
2
0.2%
120
2
0.2%
147
2
0.2%
SMALLEST VALUES
0
856
91.1%
53
1
0.1%
60
1
0.1%
63
1
0.1%
80
1
0.1%
90
3
0.3%
99
1
0.1%
100
2
0.2%
116
1
0.1%
119
1
0.1%
120
2
0.2%
122
1
0.1%
126
3
0.3%
128
1
0.1%
130
1
0.1%
LARGEST VALUES
480
1
0.1%
440
1
0.1%
410
1
0.1%
385
1
0.1%
374
1
0.1%
322
1
0.1%
312
1
0.1%
291
1
0.1%
288
2
0.2%
287
1
0.1%
271
1
0.1%
263
1
0.1%
260
1
0.1%
259
2
0.2%
252
1
0.1%
PoolArea
MISSING:
---
TOP CATEGORIES
0
935
>99%
555
1
<1%
480
1
<1%
512
1
<1%
519
1
<1%
576
1
<1%
ALL
940
100%
MiscVal
MISSING:
---
MOST FREQUENT VALUES
0
911
96.9%
400
8
0.9%
500
4
0.4%
2000
3
0.3%
600
2
0.2%
700
2
0.2%
450
2
0.2%
800
1
0.1%
54
1
0.1%
1150
1
0.1%
1200
1
0.1%
1300
1
0.1%
2500
1
0.1%
1400
1
0.1%
480
1
0.1%
SMALLEST VALUES
0
911
96.9%
54
1
0.1%
400
8
0.9%
450
2
0.2%
480
1
0.1%
500
4
0.4%
600
2
0.2%
700
2
0.2%
800
1
0.1%
1150
1
0.1%
1200
1
0.1%
1300
1
0.1%
1400
1
0.1%
2000
3
0.3%
2500
1
0.1%
LARGEST VALUES
2500
1
0.1%
2000
3
0.3%
1400
1
0.1%
1300
1
0.1%
1200
1
0.1%
1150
1
0.1%
800
1
0.1%
700
2
0.2%
600
2
0.2%
500
4
0.4%
480
1
0.1%
450
2
0.2%
400
8
0.9%
54
1
0.1%
0
911
96.9%
MoSold
MISSING:
---
MOST FREQUENT VALUES
6
158
16.8%
7
157
16.7%
5
131
13.9%
4
92
9.8%
8
74
7.9%
10
63
6.7%
3
62
6.6%
11
49
5.2%
9
40
4.3%
12
40
4.3%
2
40
4.3%
1
34
3.6%
SMALLEST VALUES
1
34
3.6%
2
40
4.3%
3
62
6.6%
4
92
9.8%
5
131
13.9%
6
158
16.8%
7
157
16.7%
8
74
7.9%
9
40
4.3%
10
63
6.7%
11
49
5.2%
12
40
4.3%
LARGEST VALUES
12
40
4.3%
11
49
5.2%
10
63
6.7%
9
40
4.3%
8
74
7.9%
7
157
16.7%
6
158
16.8%
5
131
13.9%
4
92
9.8%
3
62
6.6%
2
40
4.3%
1
34
3.6%
YrSold
MISSING:
---
TOP CATEGORIES
2006
212
23%
2009
212
23%
2007
210
22%
2008
196
21%
2010
110
12%
ALL
940
100%
SalePrice
MISSING:
---
MOST FREQUENT VALUES
140000
15
1.6%
135000
12
1.3%
155000
11
1.2%
145000
10
1.1%
130000
9
1.0%
125000
9
1.0%
160000
9
1.0%
110000
9
1.0%
139000
9
1.0%
143000
7
0.7%
100000
7
0.7%
174000
7
0.7%
176000
7
0.7%
127000
6
0.6%
129000
6
0.6%
SMALLEST VALUES
35311
1
0.1%
40000
1
0.1%
55993
1
0.1%
58500
1
0.1%
60000
1
0.1%
62383
1
0.1%
64500
1
0.1%
66500
1
0.1%
67000
1
0.1%
68400
1
0.1%
73000
1
0.1%
78000
1
0.1%
79000
1
0.1%
79500
1
0.1%
79900
1
0.1%
LARGEST VALUES
755000
1
0.1%
745000
1
0.1%
625000
1
0.1%
611657
1
0.1%
582933
1
0.1%
556581
1
0.1%
555000
1
0.1%
538000
1
0.1%
501837
1
0.1%
475000
1
0.1%
451950
1
0.1%
446261
1
0.1%
440000
1
0.1%
438780
1
0.1%
437154
1
0.1%
MSZoning_C (all)
MISSING:
---
TOP CATEGORIES
0
933
>99%
1
7
<1%
ALL
940
100%
MSZoning_FV
MISSING:
---
TOP CATEGORIES
0
898
96%
1
42
4%
ALL
940
100%
MSZoning_RH
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
MSZoning_RL
MISSING:
---
TOP CATEGORIES
1
740
79%
0
200
21%
ALL
940
100%
MSZoning_RM
MISSING:
---
TOP CATEGORIES
0
794
84%
1
146
16%
ALL
940
100%
Street_Grvl
MISSING:
---
TOP CATEGORIES
0
937
>99%
1
3
<1%
ALL
940
100%
Street_Pave
MISSING:
---
TOP CATEGORIES
1
937
>99%
0
3
<1%
ALL
940
100%
LotShape_IR1
MISSING:
---
TOP CATEGORIES
0
688
73%
1
252
27%
ALL
940
100%
LotShape_IR2
MISSING:
---
TOP CATEGORIES
0
916
97%
1
24
3%
ALL
940
100%
LotShape_IR3
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
LotShape_Reg
MISSING:
---
TOP CATEGORIES
1
659
70%
0
281
30%
ALL
940
100%
LandContour_Bnk
MISSING:
---
TOP CATEGORIES
0
900
96%
1
40
4%
ALL
940
100%
LandContour_HLS
MISSING:
---
TOP CATEGORIES
0
907
96%
1
33
4%
ALL
940
100%
LandContour_Low
MISSING:
---
TOP CATEGORIES
0
928
99%
1
12
1%
ALL
940
100%
LandContour_Lvl
MISSING:
---
TOP CATEGORIES
1
855
91%
0
85
9%
ALL
940
100%
LotConfig_Corner
MISSING:
---
TOP CATEGORIES
0
775
82%
1
165
18%
ALL
940
100%
LotConfig_CulDSac
MISSING:
---
TOP CATEGORIES
0
906
96%
1
34
4%
ALL
940
100%
LotConfig_FR2
MISSING:
---
TOP CATEGORIES
0
914
97%
1
26
3%
ALL
940
100%
LotConfig_FR3
MISSING:
---
TOP CATEGORIES
0
937
>99%
1
3
<1%
ALL
940
100%
LotConfig_Inside
MISSING:
---
TOP CATEGORIES
1
712
76%
0
228
24%
ALL
940
100%
LandSlope_Gtl
MISSING:
---
TOP CATEGORIES
1
898
96%
0
42
4%
ALL
940
100%
LandSlope_Mod
MISSING:
---
TOP CATEGORIES
0
903
96%
1
37
4%
ALL
940
100%
LandSlope_Sev
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
Neighborhood_Blmngtn
MISSING:
---
TOP CATEGORIES
0
929
99%
1
11
1%
ALL
940
100%
Neighborhood_Blueste
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
Neighborhood_BrDale
MISSING:
---
TOP CATEGORIES
0
925
98%
1
15
2%
ALL
940
100%
Neighborhood_BrkSide
MISSING:
---
TOP CATEGORIES
0
908
97%
1
32
3%
ALL
940
100%
Neighborhood_ClearCr
MISSING:
---
TOP CATEGORIES
0
931
>99%
1
9
<1%
ALL
940
100%
Neighborhood_CollgCr
MISSING:
---
TOP CATEGORIES
0
830
88%
1
110
12%
ALL
940
100%
Neighborhood_Crawfor
MISSING:
---
TOP CATEGORIES
0
905
96%
1
35
4%
ALL
940
100%
Neighborhood_Edwards
MISSING:
---
TOP CATEGORIES
0
883
94%
1
57
6%
ALL
940
100%
Neighborhood_Gilbert
MISSING:
---
TOP CATEGORIES
0
898
96%
1
42
4%
ALL
940
100%
Neighborhood_IDOTRR
MISSING:
---
TOP CATEGORIES
0
917
98%
1
23
2%
ALL
940
100%
Neighborhood_MeadowV
MISSING:
---
TOP CATEGORIES
0
933
>99%
1
7
<1%
ALL
940
100%
Neighborhood_Mitchel
MISSING:
---
TOP CATEGORIES
0
915
97%
1
25
3%
ALL
940
100%
Neighborhood_NAmes
MISSING:
---
TOP CATEGORIES
0
783
83%
1
157
17%
ALL
940
100%
Neighborhood_NPkVill
MISSING:
---
TOP CATEGORIES
0
933
>99%
1
7
<1%
ALL
940
100%
Neighborhood_NWAmes
MISSING:
---
TOP CATEGORIES
0
904
96%
1
36
4%
ALL
940
100%
Neighborhood_NoRidge
MISSING:
---
TOP CATEGORIES
0
913
97%
1
27
3%
ALL
940
100%
Neighborhood_NridgHt
MISSING:
---
TOP CATEGORIES
0
875
93%
1
65
7%
ALL
940
100%
Neighborhood_OldTown
MISSING:
---
TOP CATEGORIES
0
855
91%
1
85
9%
ALL
940
100%
Neighborhood_SWISU
MISSING:
---
TOP CATEGORIES
0
922
98%
1
18
2%
ALL
940
100%
Neighborhood_Sawyer
MISSING:
---
TOP CATEGORIES
0
903
96%
1
37
4%
ALL
940
100%
Neighborhood_SawyerW
MISSING:
---
TOP CATEGORIES
0
905
96%
1
35
4%
ALL
940
100%
Neighborhood_Somerst
MISSING:
---
TOP CATEGORIES
0
881
94%
1
59
6%
ALL
940
100%
Neighborhood_StoneBr
MISSING:
---
TOP CATEGORIES
0
923
98%
1
17
2%
ALL
940
100%
Neighborhood_Timber
MISSING:
---
TOP CATEGORIES
0
917
98%
1
23
2%
ALL
940
100%
Neighborhood_Veenker
MISSING:
---
TOP CATEGORIES
0
934
>99%
1
6
<1%
ALL
940
100%
Condition1_Artery
MISSING:
---
TOP CATEGORIES
0
900
96%
1
40
4%
ALL
940
100%
Condition1_Feedr
MISSING:
---
TOP CATEGORIES
0
894
95%
1
46
5%
ALL
940
100%
Condition1_Norm
MISSING:
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TOP CATEGORIES
1
811
86%
0
129
14%
ALL
940
100%
Condition1_PosA
MISSING:
---
TOP CATEGORIES
0
937
>99%
1
3
<1%
ALL
940
100%
Condition1_PosN
MISSING:
---
TOP CATEGORIES
0
931
>99%
1
9
<1%
ALL
940
100%
Condition1_RRAe
MISSING:
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TOP CATEGORIES
0
934
>99%
1
6
<1%
ALL
940
100%
Condition1_RRAn
MISSING:
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TOP CATEGORIES
0
918
98%
1
22
2%
ALL
940
100%
Condition1_RRNe
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
Condition1_RRNn
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
Condition2_Artery
MISSING:
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TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
Condition2_Feedr
MISSING:
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TOP CATEGORIES
0
937
>99%
1
3
<1%
ALL
940
100%
Condition2_Norm
MISSING:
---
TOP CATEGORIES
1
932
>99%
0
8
<1%
ALL
940
100%
Condition2_PosA
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
Condition2_PosN
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
Condition2_RRNn
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
BldgType_1Fam
MISSING:
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TOP CATEGORIES
1
801
85%
0
139
15%
ALL
940
100%
BldgType_2fmCon
MISSING:
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TOP CATEGORIES
0
924
98%
1
16
2%
ALL
940
100%
BldgType_Duplex
MISSING:
---
TOP CATEGORIES
0
922
98%
1
18
2%
ALL
940
100%
BldgType_Twnhs
MISSING:
---
TOP CATEGORIES
0
913
97%
1
27
3%
ALL
940
100%
BldgType_TwnhsE
MISSING:
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TOP CATEGORIES
0
862
92%
1
78
8%
ALL
940
100%
HouseStyle_1.5Fin
MISSING:
---
TOP CATEGORIES
0
841
89%
1
99
11%
ALL
940
100%
HouseStyle_1.5Unf
MISSING:
---
TOP CATEGORIES
0
932
>99%
1
8
<1%
ALL
940
100%
HouseStyle_1Story
MISSING:
---
TOP CATEGORIES
1
474
50%
0
466
50%
ALL
940
100%
HouseStyle_2.5Fin
MISSING:
---
TOP CATEGORIES
0
934
>99%
1
6
<1%
ALL
940
100%
HouseStyle_2.5Unf
MISSING:
---
TOP CATEGORIES
0
934
>99%
1
6
<1%
ALL
940
100%
HouseStyle_2Story
MISSING:
---
TOP CATEGORIES
0
646
69%
1
294
31%
ALL
940
100%
HouseStyle_SFoyer
MISSING:
---
TOP CATEGORIES
0
925
98%
1
15
2%
ALL
940
100%
HouseStyle_SLvl
MISSING:
---
TOP CATEGORIES
0
902
96%
1
38
4%
ALL
940
100%
RoofStyle_Flat
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
RoofStyle_Gable
MISSING:
---
TOP CATEGORIES
1
728
77%
0
212
23%
ALL
940
100%
RoofStyle_Gambrel
MISSING:
---
TOP CATEGORIES
0
932
>99%
1
8
<1%
ALL
940
100%
RoofStyle_Hip
MISSING:
---
TOP CATEGORIES
0
746
79%
1
194
21%
ALL
940
100%
RoofStyle_Mansard
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
RoofMatl_ClyTile
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
RoofMatl_CompShg
MISSING:
---
TOP CATEGORIES
1
925
98%
0
15
2%
ALL
940
100%
RoofMatl_Membran
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
RoofMatl_Roll
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
RoofMatl_Tar&Grv
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
RoofMatl_WdShake
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
RoofMatl_WdShngl
MISSING:
---
TOP CATEGORIES
0
934
>99%
1
6
<1%
ALL
940
100%
Exterior1st_AsbShng
MISSING:
---
TOP CATEGORIES
0
928
99%
1
12
1%
ALL
940
100%
Exterior1st_BrkFace
MISSING:
---
TOP CATEGORIES
0
907
96%
1
33
4%
ALL
940
100%
Exterior1st_CBlock
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
Exterior1st_CemntBd
MISSING:
---
TOP CATEGORIES
0
903
96%
1
37
4%
ALL
940
100%
Exterior1st_HdBoard
MISSING:
---
TOP CATEGORIES
0
814
87%
1
126
13%
ALL
940
100%
Exterior1st_MetalSd
MISSING:
---
TOP CATEGORIES
0
791
84%
1
149
16%
ALL
940
100%
Exterior1st_Plywood
MISSING:
---
TOP CATEGORIES
0
884
94%
1
56
6%
ALL
940
100%
Exterior1st_Stone
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
Exterior1st_Stucco
MISSING:
---
TOP CATEGORIES
0
923
98%
1
17
2%
ALL
940
100%
Exterior1st_VinylSd
MISSING:
---
TOP CATEGORIES
0
576
61%
1
364
39%
ALL
940
100%
Exterior1st_Wd Sdng
MISSING:
---
TOP CATEGORIES
0
812
86%
1
128
14%
ALL
940
100%
Exterior1st_WdShing
MISSING:
---
TOP CATEGORIES
0
925
98%
1
15
2%
ALL
940
100%
Exterior2nd_AsbShng
MISSING:
---
TOP CATEGORIES
0
927
99%
1
13
1%
ALL
940
100%
Exterior2nd_AsphShn
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
Exterior2nd_Brk Cmn
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
Exterior2nd_BrkFace
MISSING:
---
TOP CATEGORIES
0
923
98%
1
17
2%
ALL
940
100%
Exterior2nd_CBlock
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
Exterior2nd_CmentBd
MISSING:
---
TOP CATEGORIES
0
903
96%
1
37
4%
ALL
940
100%
Exterior2nd_HdBoard
MISSING:
---
TOP CATEGORIES
0
824
88%
1
116
12%
ALL
940
100%
Exterior2nd_ImStucc
MISSING:
---
TOP CATEGORIES
0
934
>99%
1
6
<1%
ALL
940
100%
Exterior2nd_MetalSd
MISSING:
---
TOP CATEGORIES
0
794
84%
1
146
16%
ALL
940
100%
Exterior2nd_Other
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
Exterior2nd_Plywood
MISSING:
---
TOP CATEGORIES
0
868
92%
1
72
8%
ALL
940
100%
Exterior2nd_Stone
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
Exterior2nd_Stucco
MISSING:
---
TOP CATEGORIES
0
921
98%
1
19
2%
ALL
940
100%
Exterior2nd_VinylSd
MISSING:
---
TOP CATEGORIES
0
585
62%
1
355
38%
ALL
940
100%
Exterior2nd_Wd Sdng
MISSING:
---
TOP CATEGORIES
0
814
87%
1
126
13%
ALL
940
100%
Exterior2nd_Wd Shng
MISSING:
---
TOP CATEGORIES
0
918
98%
1
22
2%
ALL
940
100%
MasVnrType_BrkCmn
MISSING:
---
TOP CATEGORIES
0
931
>99%
1
9
<1%
ALL
940
100%
MasVnrType_BrkFace
MISSING:
---
TOP CATEGORIES
0
664
71%
1
276
29%
ALL
940
100%
MasVnrType_None
MISSING:
---
TOP CATEGORIES
1
554
59%
0
386
41%
ALL
940
100%
MasVnrType_Stone
MISSING:
---
TOP CATEGORIES
0
839
89%
1
101
11%
ALL
940
100%
ExterQual_Ex
MISSING:
---
TOP CATEGORIES
0
902
96%
1
38
4%
ALL
940
100%
ExterQual_Fa
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
ExterQual_Gd
MISSING:
---
TOP CATEGORIES
0
608
65%
1
332
35%
ALL
940
100%
ExterQual_TA
MISSING:
---
TOP CATEGORIES
1
565
60%
0
375
40%
ALL
940
100%
ExterCond_Ex
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
ExterCond_Fa
MISSING:
---
TOP CATEGORIES
0
928
99%
1
12
1%
ALL
940
100%
ExterCond_Gd
MISSING:
---
TOP CATEGORIES
0
849
90%
1
91
10%
ALL
940
100%
ExterCond_TA
MISSING:
---
TOP CATEGORIES
1
835
89%
0
105
11%
ALL
940
100%
Foundation_BrkTil
MISSING:
---
TOP CATEGORIES
0
836
89%
1
104
11%
ALL
940
100%
Foundation_CBlock
MISSING:
---
TOP CATEGORIES
0
560
60%
1
380
40%
ALL
940
100%
Foundation_PConc
MISSING:
---
TOP CATEGORIES
0
491
52%
1
449
48%
ALL
940
100%
Foundation_Stone
MISSING:
---
TOP CATEGORIES
0
934
>99%
1
6
<1%
ALL
940
100%
Foundation_Wood
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
BsmtQual_Ex
MISSING:
---
TOP CATEGORIES
0
843
90%
1
97
10%
ALL
940
100%
BsmtQual_Fa
MISSING:
---
TOP CATEGORIES
0
914
97%
1
26
3%
ALL
940
100%
BsmtQual_Gd
MISSING:
---
TOP CATEGORIES
0
549
58%
1
391
42%
ALL
940
100%
BsmtQual_TA
MISSING:
---
TOP CATEGORIES
0
514
55%
1
426
45%
ALL
940
100%
BsmtCond_Fa
MISSING:
---
TOP CATEGORIES
0
915
97%
1
25
3%
ALL
940
100%
BsmtCond_Gd
MISSING:
---
TOP CATEGORIES
0
896
95%
1
44
5%
ALL
940
100%
BsmtCond_Po
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
BsmtCond_TA
MISSING:
---
TOP CATEGORIES
1
870
93%
0
70
7%
ALL
940
100%
BsmtExposure_Av
MISSING:
---
TOP CATEGORIES
0
786
84%
1
154
16%
ALL
940
100%
BsmtExposure_Gd
MISSING:
---
TOP CATEGORIES
0
856
91%
1
84
9%
ALL
940
100%
BsmtExposure_Mn
MISSING:
---
TOP CATEGORIES
0
867
92%
1
73
8%
ALL
940
100%
BsmtExposure_No
MISSING:
---
TOP CATEGORIES
1
629
67%
0
311
33%
ALL
940
100%
BsmtFinType1_ALQ
MISSING:
---
TOP CATEGORIES
0
799
85%
1
141
15%
ALL
940
100%
BsmtFinType1_BLQ
MISSING:
---
TOP CATEGORIES
0
849
90%
1
91
10%
ALL
940
100%
BsmtFinType1_GLQ
MISSING:
---
TOP CATEGORIES
0
663
71%
1
277
29%
ALL
940
100%
BsmtFinType1_LwQ
MISSING:
---
TOP CATEGORIES
0
892
95%
1
48
5%
ALL
940
100%
BsmtFinType1_Rec
MISSING:
---
TOP CATEGORIES
0
843
90%
1
97
10%
ALL
940
100%
BsmtFinType1_Unf
MISSING:
---
TOP CATEGORIES
0
654
70%
1
286
30%
ALL
940
100%
BsmtFinType2_ALQ
MISSING:
---
TOP CATEGORIES
0
927
99%
1
13
1%
ALL
940
100%
BsmtFinType2_BLQ
MISSING:
---
TOP CATEGORIES
0
917
98%
1
23
2%
ALL
940
100%
BsmtFinType2_GLQ
MISSING:
---
TOP CATEGORIES
0
929
99%
1
11
1%
ALL
940
100%
BsmtFinType2_LwQ
MISSING:
---
TOP CATEGORIES
0
908
97%
1
32
3%
ALL
940
100%
BsmtFinType2_Rec
MISSING:
---
TOP CATEGORIES
0
908
97%
1
32
3%
ALL
940
100%
BsmtFinType2_Unf
MISSING:
---
TOP CATEGORIES
1
829
88%
0
111
12%
ALL
940
100%
Heating_GasA
MISSING:
---
TOP CATEGORIES
1
922
98%
0
18
2%
ALL
940
100%
Heating_GasW
MISSING:
---
TOP CATEGORIES
0
924
98%
1
16
2%
ALL
940
100%
Heating_Grav
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
Heating_OthW
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
HeatingQC_Ex
MISSING:
---
TOP CATEGORIES
1
513
55%
0
427
45%
ALL
940
100%
HeatingQC_Fa
MISSING:
---
TOP CATEGORIES
0
918
98%
1
22
2%
ALL
940
100%
HeatingQC_Gd
MISSING:
---
TOP CATEGORIES
0
790
84%
1
150
16%
ALL
940
100%
HeatingQC_Po
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
HeatingQC_TA
MISSING:
---
TOP CATEGORIES
0
686
73%
1
254
27%
ALL
940
100%
CentralAir_N
MISSING:
---
TOP CATEGORIES
0
892
95%
1
48
5%
ALL
940
100%
CentralAir_Y
MISSING:
---
TOP CATEGORIES
1
892
95%
0
48
5%
ALL
940
100%
Electrical_FuseA
MISSING:
---
TOP CATEGORIES
0
887
94%
1
53
6%
ALL
940
100%
Electrical_FuseF
MISSING:
---
TOP CATEGORIES
0
931
>99%
1
9
<1%
ALL
940
100%
Electrical_FuseP
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
Electrical_Mix
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
Electrical_SBrkr
MISSING:
---
TOP CATEGORIES
1
875
93%
0
65
7%
ALL
940
100%
KitchenQual_Ex
MISSING:
---
TOP CATEGORIES
0
862
92%
1
78
8%
ALL
940
100%
KitchenQual_Fa
MISSING:
---
TOP CATEGORIES
0
923
98%
1
17
2%
ALL
940
100%
KitchenQual_Gd
MISSING:
---
TOP CATEGORIES
0
554
59%
1
386
41%
ALL
940
100%
KitchenQual_TA
MISSING:
---
TOP CATEGORIES
0
481
51%
1
459
49%
ALL
940
100%
Functional_Maj1
MISSING:
---
TOP CATEGORIES
0
930
99%
1
10
1%
ALL
940
100%
Functional_Maj2
MISSING:
---
TOP CATEGORIES
0
936
>99%
1
4
<1%
ALL
940
100%
Functional_Min1
MISSING:
---
TOP CATEGORIES
0
920
98%
1
20
2%
ALL
940
100%
Functional_Min2
MISSING:
---
TOP CATEGORIES
0
919
98%
1
21
2%
ALL
940
100%
Functional_Mod
MISSING:
---
TOP CATEGORIES
0
931
>99%
1
9
<1%
ALL
940
100%
Functional_Typ
MISSING:
---
TOP CATEGORIES
1
876
93%
0
64
7%
ALL
940
100%
GarageType_2Types
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
GarageType_Attchd
MISSING:
---
TOP CATEGORIES
1
593
63%
0
347
37%
ALL
940
100%
GarageType_Basment
MISSING:
---
TOP CATEGORIES
0
927
99%
1
13
1%
ALL
940
100%
GarageType_BuiltIn
MISSING:
---
TOP CATEGORIES
0
890
95%
1
50
5%
ALL
940
100%
GarageType_CarPort
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
GarageType_Detchd
MISSING:
---
TOP CATEGORIES
0
663
71%
1
277
29%
ALL
940
100%
GarageFinish_Fin
MISSING:
---
TOP CATEGORIES
0
711
76%
1
229
24%
ALL
940
100%
GarageFinish_RFn
MISSING:
---
TOP CATEGORIES
0
645
69%
1
295
31%
ALL
940
100%
GarageFinish_Unf
MISSING:
---
TOP CATEGORIES
0
524
56%
1
416
44%
ALL
940
100%
GarageQual_Ex
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
GarageQual_Fa
MISSING:
---
TOP CATEGORIES
0
902
96%
1
38
4%
ALL
940
100%
GarageQual_Gd
MISSING:
---
TOP CATEGORIES
0
930
99%
1
10
1%
ALL
940
100%
GarageQual_Po
MISSING:
---
TOP CATEGORIES
0
937
>99%
1
3
<1%
ALL
940
100%
GarageQual_TA
MISSING:
---
TOP CATEGORIES
1
887
94%
0
53
6%
ALL
940
100%
GarageCond_Ex
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
GarageCond_Fa
MISSING:
---
TOP CATEGORIES
0
914
97%
1
26
3%
ALL
940
100%
GarageCond_Gd
MISSING:
---
TOP CATEGORIES
0
936
>99%
1
4
<1%
ALL
940
100%
GarageCond_Po
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
GarageCond_TA
MISSING:
---
TOP CATEGORIES
1
904
96%
0
36
4%
ALL
940
100%
PavedDrive_N
MISSING:
---
TOP CATEGORIES
0
898
96%
1
42
4%
ALL
940
100%
PavedDrive_P
MISSING:
---
TOP CATEGORIES
0
919
98%
1
21
2%
ALL
940
100%
PavedDrive_Y
MISSING:
---
TOP CATEGORIES
1
877
93%
0
63
7%
ALL
940
100%
SaleType_COD
MISSING:
---
TOP CATEGORIES
0
915
97%
1
25
3%
ALL
940
100%
SaleType_CWD
MISSING:
---
TOP CATEGORIES
0
936
>99%
1
4
<1%
ALL
940
100%
SaleType_Con
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
SaleType_ConLD
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
SaleType_ConLI
MISSING:
---
TOP CATEGORIES
0
938
>99%
1
2
<1%
ALL
940
100%
SaleType_ConLw
MISSING:
---
TOP CATEGORIES
0
936
>99%
1
4
<1%
ALL
940
100%
SaleType_New
MISSING:
---
TOP CATEGORIES
0
846
90%
1
94
10%
ALL
940
100%
SaleType_Oth
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
SaleType_WD
MISSING:
---
TOP CATEGORIES
1
807
86%
0
133
14%
ALL
940
100%
SaleCondition_Abnorml
MISSING:
---
TOP CATEGORIES
0
884
94%
1
56
6%
ALL
940
100%
SaleCondition_AdjLand
MISSING:
---
TOP CATEGORIES
0
939
>99%
1
1
<1%
ALL
940
100%
SaleCondition_Alloca
MISSING:
---
TOP CATEGORIES
0
935
>99%
1
5
<1%
ALL
940
100%
SaleCondition_Family
MISSING:
---
TOP CATEGORIES
0
924
98%
1
16
2%
ALL
940
100%
SaleCondition_Normal
MISSING:
---
TOP CATEGORIES
1
766
81%
0
174
19%
ALL
940
100%
SaleCondition_Partial
MISSING:
---
TOP CATEGORIES
0
844
90%
1
96
10%
ALL
940
100%